{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "every-interest",
   "metadata": {},
   "source": [
    "# Creating Figures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "significant-idaho",
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.io as pio\n",
    "pio.renderers.default = \"png\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ranging-frontier",
   "metadata": {},
   "source": [
    "### Plotly Express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "united-shift",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "df = px.data.iris()\n",
    "fig = px.scatter(df, x=\"sepal_width\", y=\"sepal_length\", color=\"species\", title=\"A Plotly Express Figure\")\n",
    "\n",
    "# If you print the figure, you'll see that it's just a regular figure with data and layout\n",
    "# print(fig)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "substantial-upper",
   "metadata": {},
   "source": [
    "### Graph Objects Figure Constructor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "under-bidding",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig = go.Figure(\n",
    "    data=[go.Bar(x=[1, 2, 3], y=[1, 3, 2])],\n",
    "    layout=dict(title=dict(text=\"A Figure Specified By A Graph Object\"))\n",
    ")\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "noted-eugene",
   "metadata": {},
   "source": [
    "### Figure Factories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "empirical-stream",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import plotly.figure_factory as ff\n",
    "\n",
    "x1,y1 = np.meshgrid(np.arange(0, 2, .2), np.arange(0, 2, .2))\n",
    "u1 = np.cos(x1)*y1\n",
    "v1 = np.sin(x1)*y1\n",
    "\n",
    "fig = ff.create_quiver(x1, y1, u1, v1)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "convertible-subscriber",
   "metadata": {},
   "source": [
    "### Make Subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "black-coast",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plotly.subplots import make_subplots\n",
    "\n",
    "fig = make_subplots(rows=1, cols=2)\n",
    "\n",
    "fig.add_trace(go.Scatter(y=[4, 2, 1], mode=\"lines\"), row=1, col=1)\n",
    "fig.add_trace(go.Bar(y=[2, 1, 3]), row=1, col=2)\n",
    "\n",
    "fig.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
